{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "import os\n",
    "\n",
    "from utils import prjPaths\n",
    "\n",
    "prjPaths_ = prjPaths()\n",
    "\n",
    "with open(os.path.join(prjPaths_.PERSIST_DIR, \"aggregated_losses.p\"), \"rb\") as file:\n",
    "    aggregated_losses = pickle.load(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbee23b84e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig = plt.figure(figsize=(20,10))\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "ax.plot(aggregated_losses[\"step\"], aggregated_losses[\"bob_reconstruction_training_errors\"], label=\"bob\")\n",
    "ax.plot(aggregated_losses[\"step\"], aggregated_losses[\"eve_reconstruction_training_errors\"], label=\"eve\")\n",
    "ax.legend()\n",
    "ax.set_title(\"Evolution of Bob's and Eve's Reconstruction Errors\")\n",
    "ax.set_xlabel(\"Steps\")\n",
    "ax.set_ylabel(\"Reconstruction Errors (L1 Distance)\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbee23d0438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig = plt.figure(figsize=(20,10))\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "ax.plot(aggregated_losses[\"step\"], aggregated_losses[\"alice_bob_training_loss\"], label=\"Alice-Bob\")\n",
    "ax.legend()\n",
    "ax.set_title(\"Evolution of Alice-Bob's Total Error\")\n",
    "ax.set_xlabel(\"Steps\")\n",
    "ax.set_ylabel(\"Total Error\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
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